CN114742355A - Pilot cognitive ability evaluation system - Google Patents

Pilot cognitive ability evaluation system Download PDF

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CN114742355A
CN114742355A CN202210246249.5A CN202210246249A CN114742355A CN 114742355 A CN114742355 A CN 114742355A CN 202210246249 A CN202210246249 A CN 202210246249A CN 114742355 A CN114742355 A CN 114742355A
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贾博
孙延进
宋洋
赵梦恬
方陈浩
狄运
伊涵
钱萍
胡健平
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China Eastern Technology Application R & D Center Co ltd
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Abstract

The invention discloses a pilot cognitive ability evaluation system, which evaluates the cognitive ability required by a tested person in the working process in a multi-dimensional way and judges whether the tested person has pilot potential in advance in the selection process of the tested person. The technical scheme is as follows: the cognitive ability of the tested person is evaluated by 6 dimensions of memory, attention, intelligence, spatial perception, reaction and professional ability. Which in turn each include tests for different items in different dimensions. And integrating the accuracy, the reaction time or the standard mean square error of the tracking time and the distance in the test to integrally evaluate the cognitive ability of the tested personnel.

Description

Pilot cognitive ability evaluation system
Technical Field
The invention relates to an evaluation system, in particular to an evaluation system for cognitive ability of pilots who fly and elect.
Background
According to the research of a large number of aviation accidents and unsafe events, the cognitive ability is closely related to the flight ability, the lack of the cognitive ability can cause serious consequences, the problems of improper attention distribution and insufficient situational awareness exist in many accidents, and the cognitive ability problem is the cause of the problems. The method is characterized in that flying and selecting are the first step of an airline company for cultivating tested personnel, selecting personnel more conforming to the characteristics of the tested personnel to join a flight team is a very important task of the airline company, and according to recent statistics of the airline company, the year of the flying stop rate of the recruited students in the school even reaches 15%, so that a lot of investment of the airline company is not changed into income, and huge resource waste is caused. In the conventional flying and selecting process, the physical quality and the learning performance of the examination personnel and simple psychological assessment are most concerned, but the selection is still relatively simple. Therefore, if the cognition assessment is incorporated into the fly-away and election, people selection which is more suitable for flying from the cognition angle can be screened for the airline company, so that the culture cost is reduced, and the operation safety is ensured for a long time.
At present, a standard civil aviation flight cognition evaluation tool is not established at home. It faces the following problems: 1. flight scenarios are not sufficiently abstracted to explore the required cognitive capabilities; 2. for the required cognitive ability, how to test in a form which is most close to the actual flight mission and can be understood by the recruiting and expedition personnel (generally senior high school students); 3. the method is limited by the conditions of calling and selecting, the evaluation time and the field are frequently changed, the problem that the evaluation system is limited by factors such as time and field needs to be solved, and meanwhile, an ideal result can be obtained.
Disclosure of Invention
The following presents a simplified summary of one or more aspects in order to provide a basic understanding of such aspects. This summary is not an extensive overview of all contemplated aspects, and is intended to neither identify key or critical elements of all aspects nor delineate the scope of any or all aspects. Its sole purpose is to present some concepts of one or more aspects in a simplified form as a prelude to the more detailed description that is presented later.
The invention aims to solve the problems and provides a pilot cognitive ability evaluation system which can evaluate the cognitive ability of a tested person in a multi-dimensional manner in the working process so as to judge whether the tested person has the potential of the tested person in advance in the selection process of the tested person.
The technical scheme of the invention is as follows: the invention discloses a pilot cognitive ability evaluation system, which comprises a memory evaluation subsystem, an attention evaluation subsystem, an intelligence evaluation subsystem, a spatial perception evaluation subsystem, a reaction evaluation subsystem, a professional ability evaluation subsystem and a total evaluation subsystem, wherein:
the memory evaluation subsystem is used for evaluating the memory of the tested person;
the attention evaluating subsystem is used for evaluating the attention of the tested person;
the intelligence evaluation subsystem is used for evaluating the intelligence of the tested person;
the space perception evaluating subsystem is used for evaluating the space perception of the tested personnel;
the reaction force evaluating subsystem is used for evaluating the reaction force of the tested personnel;
the professional ability evaluating subsystem is used for measuring the professional ability of the tested person;
the overall evaluation subsystem is used for performing overall evaluation on the evaluation results of the memory evaluation subsystem, the attention evaluation subsystem, the intelligence evaluation subsystem, the spatial perception evaluation subsystem, the reaction evaluation subsystem and the professional ability evaluation subsystem to obtain an overall evaluation value.
According to an embodiment of the pilot cognitive ability evaluation system of the present invention, the memory evaluation subsystem comprises a text memory evaluation module, a digital working memory evaluation module, a path memory evaluation module, an audio memory evaluation module, a scenario memory evaluation module, a character memory evaluation module, an action memory evaluation module, and a post-thrust memory evaluation module, wherein:
the character memory evaluation module is configured to: a plurality of Chinese words appear simultaneously and last for a certain time, different words with the same number appear sequentially and independently after the characters disappear, and the tested person is asked whether the words appear before or not so as to test the character memory ability of the tested person;
the digital memory evaluation module is configured to: a plurality of multi-digit numbers appear at the same time and last for a certain time, different multi-digit numbers with the same number appear sequentially and independently after the numbers disappear, and the tested person is asked whether the multi-digit numbers appear before so as to evaluate the digital memory capacity of the tested person;
the digital working memory evaluation module is configured to: sequentially displaying a plurality of lighted grids, displaying numbers in one lighted grid, and calculating the sum of historical numbers in a certain grid after displaying for a plurality of times so as to evaluate the digital working memory capacity of the tested person;
the path memory evaluation module is configured to: randomly lightening 1 square in a large square formed by n times n square grids, then extinguishing the square, repeating the lightening for multiple times, and selecting the positions where the lightened square grids appear in all times to evaluate the path memory capacity of the tested person, wherein n is a natural number larger than 1;
the audio memory evaluation module is configured to: according to the voice content within a plurality of words, answering the questions related to the voice content so as to evaluate the audio memory ability of the tested person;
the scene memory evaluation module is configured to: displaying a scene picture containing a plurality of special articles, keeping displaying for a certain time, then disappearing, answering what article appears on one position after the scene picture disappears, and evaluating the scene memory ability of the tested person;
the character memory evaluation module is configured to: displaying a multi-digit number and continuing for a certain time, randomly displaying a certain number after the multi-digit number disappears, and judging whether the randomly displayed number appears in the previously displayed multi-digit number or not so as to evaluate the character memory capacity of the tested person;
the action memory evaluation module is configured to: displaying four numbers and keeping for a certain time, remembering the direction keys corresponding to the four numbers respectively, and pressing the four direction keys in sequence from small to large after a key instruction is sent out so as to evaluate the action memory capacity of the tested person;
the post-lapse memory evaluation module is configured to: displaying a multi-digit number for a certain time, after the multi-digit number disappears, reappearing one digit of the multi-digit number, and inputting a digit spaced from the reappeared digit to evaluate the memory capacity of the person to be tested after the lapse.
According to an embodiment of the pilot cognitive ability evaluation system of the present invention, the attention evaluation subsystem includes a tracking task and action memory evaluation module, a tracking task and time estimation evaluation module, a tracking task and color reaction evaluation module, a tracking task and sound reaction evaluation module, wherein:
the tracking task and action memory evaluation module is configured to: the screen is divided into two parts, wherein one part needs to track the moving object by moving a cursor by hands, and the other part completes the test of the action memory evaluation module;
the tracking task and time estimation evaluation module is configured to: the screen is divided into two parts, one part of the screen needs to track a moving object by moving a cursor by hands, and the other part of the screen presses a designated key after a certain number appears and then a preset time length is lost, and is accompanied with noise interference in the task process;
the tracking task and color reaction assessment module is configured to: the screen is divided into two parts, wherein one part needs to track a moving object by moving a cursor by hands, and the other part needs to press corresponding numbers after different colors appear;
the tracking task and sound response assessment module is configured to: the screen is divided into two parts, wherein a moving object is tracked by moving a cursor by hands, sounds with different frequencies can be heard, and a designated key is pressed when the sound frequency heard in the subsequent test is one of the frequencies.
According to one embodiment of the pilot cognitive ability evaluation system, the intelligence evaluation subsystem comprises a four-fundamental operation module, a digital reasoning module and an image reasoning module, wherein:
the four arithmetic modules are configured to: four arithmetic operations of a plurality of numbers appear on a screen, the final result is a single digit, and the results of the four arithmetic operations are input after the questions appear so as to evaluate the accuracy and the input speed of the results;
the digital reasoning module is configured to: deducing correct answers according with rules according to the existing numbers so as to evaluate the digital reasoning ability of the tested personnel;
the image inference module is configured to: and deducing correct answers according with rules according to the existing images so as to evaluate the image reasoning ability of the tested person.
According to an embodiment of the pilot cognitive ability assessment system of the present invention, the spatial awareness assessment subsystem comprises a spatial rotation module, wherein:
the spatial rotation module is configured to: and selecting the images which can be obtained by the rotation of the specified three-dimensional images within a certain time.
According to an embodiment of the pilot cognitive ability evaluation system of the present invention, the reaction force evaluation subsystem includes a digital identification module, a digital reaction module, a color reaction module, and a sound reaction module, wherein:
the digital identification module is configured to: pressing down a corresponding number according to the displayed image after the artistic processing so as to evaluate the number identification capability of the tested person;
the digital reaction module is configured to: randomly generating letters or numbers on a screen, wherein each time a certain time length is generated, immediately pressing a space key when the numbers are seen, and not performing any operation when the letters are seen so as to evaluate the number reaction capability of a person to be tested;
the color reaction module is configured to: displaying different colors on the screen, and pressing corresponding keys according to the displayed colors to evaluate the color reaction capability of the tested personnel;
the acoustic response module is configured to: the tested person hears the sounds with different frequencies, and presses the corresponding key according to the heard pitch so as to evaluate the sound reaction capability of the tested person.
According to an embodiment of the pilot cognitive ability evaluation system of the present invention, the professional ability evaluation subsystem includes an instrument panel estimation module, a scale estimation module, a special shape tracking module, a moving target tracking module, a sweep comparison module, a position recognition module, a time estimation module, and a velocity estimation module, wherein:
the instrument panel estimation module is configured to: in the dial, the reference scale mark and the degree of a certain scale mark are known, and the degree of another scale mark is judged;
the scale estimation module is configured to: a bar-shaped graduated scale appears on the screen, 2 scale values are marked, another mark points to a certain scale line, and the scale value pointed by the mark is calculated;
the special shape tracking module is configured to: a movable object and a special curve track appear on the screen, the movable object can move forward to the cursor position at a fixed speed, and a person to be tested needs to control the movable object to move along the special curve track, so that the movable object can make a circle around the special curve track;
the moving target tracking module is configured to: a triangle and a circle appear on the screen, the triangle moves according to a built-in function, and a person to be tested needs to control the circle to move by hands and enables the triangle to be positioned in the middle of the circle;
the glance comparison module is configured to: two rows of paired graphs appear on the screen, the tested personnel need to compare the graphs, identify a pair of graphs with the same shape, and then press the column number of the pair of graphs with the same shape;
the location identification module is configured to: observing the displayed coordinate system by the tested person, reading the coordinates of the specified cell and inputting the coordinate values;
the time estimation module is configured to: a certain number appears on a screen and is accompanied by interference sound, when the number appears, a tested person needs to default to set the duration, and then presses a designated key;
the speed estimation module is configured to: an object and a target object which move linearly at a constant speed appear on a screen, the moving speed of the object is random, the object disappears after moving for a certain distance, but actually the object continues to move at the original speed, and a person to be tested needs to estimate the time when a small ball reaches a target wall and presses a designated key at the time.
According to an embodiment of the pilot cognitive ability evaluation system, the overall evaluation subsystem comprises a normalization module and an overall evaluation value calculation module, wherein:
the normalization module is configured to: according to the test experiment results of other subsystems, the collected indexes in each subsystem are respectively normalized, and the information entropy of the index measurement data is introduced into the normalized result. The test questions with one collection index are finally scored into percentage values of the normalization result conversion of the introduced information entropy, and the test questions with two or more collection indexes are finally scored into percentage values of the normalization result addition of the introduced information entropy and the reconversion of the information entropy of each index;
the overall evaluation value calculation module is configured to: and calculating evaluation scores in all dimensions, wherein the evaluation score of each dimension is a percentage value obtained by adding the normalized result of the information entropy introduced by the dimension measurement index and dividing the sum of the information entropies of all indexes of the number of collected indexes and then converting.
Compared with the prior art, the invention has the following beneficial effects: the system of the invention evaluates the cognitive ability of the tested person by 6 dimensions of memory, attention, intelligence, spatial perception, reaction and professional ability. The evaluation of the memory includes character memory, number work memory, path memory, audio memory, scene memory, character memory, action memory and push-back memory. For the assessment of attention, it was tested by means of a dual task combined as follows: tracking task (left) and action memory (right), tracking task (left) and time estimation (right), tracking task (left) and color reaction (right), tracking task (left) and sound reaction (right). The intelligence assessment comprises four arithmetic operations, digital reasoning and image reasoning. The evaluation of the spatial perceptibility is done by a spatial rotation test. The evaluation of the reactivity includes digital identification, timely reaction to the number, color reaction, and sound reaction. The evaluation of professional ability comprises instrument panel estimation, scale estimation, special shape tracking, moving target tracking, sweep comparison, position identification, time estimation and speed estimation. And integrating the accuracy and the reaction time in the test to perform overall evaluation on the cognitive ability of the tested personnel.
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The above features and advantages of the present disclosure will be better understood upon reading the detailed description of embodiments thereof in conjunction with the following drawings. In the drawings, components are not necessarily drawn to scale, and components having similar associated characteristics or features may have the same or similar reference numerals.
FIG. 1 shows an architecture diagram of one embodiment of a pilot cognitive assessment system of the present invention.
FIG. 2 shows a schematic diagram of one example of a digital working memory assessment module.
FIG. 3 shows a schematic diagram of one example of a path memory assessment module.
FIG. 4 shows a schematic diagram of one example of a motion memory assessment module.
FIG. 5 illustrates a schematic diagram of one example of a dashboard estimation module.
FIG. 6 shows a schematic diagram of one example of a scale estimation module.
FIG. 7 illustrates a schematic diagram of one example of a special shape tracking module.
Figure 8 shows a schematic diagram of an example of a glance comparison module.
FIG. 9 illustrates a schematic diagram of one example of a location identification module.
FIG. 10 shows a schematic of normalization in the overall evaluation subsystem.
Detailed Description
The invention is described in detail below with reference to the figures and specific embodiments. It is noted that the aspects described below in connection with the figures and the specific embodiments are only illustrative and should not be construed as imposing any limitation on the scope of the present invention.
FIG. 1 illustrates the architecture of one embodiment of the pilot cognitive assessment system of the present invention. Referring to fig. 1, the system of the present embodiment includes: the system comprises a memory evaluation subsystem, an attention evaluation subsystem, an intelligence evaluation subsystem, a spatial perception evaluation subsystem, a reaction evaluation subsystem, a professional ability evaluation subsystem and a total evaluation subsystem.
The 6 subsystems correspond to 6 dimensions respectively constituting the cognitive ability of the pilot: memory, attention, intelligence, spatial perception, responsiveness and professional ability.
Therefore, the above six dimensions are used as the content of the cognitive ability of the pilot, please refer to the following basis.
In general, the invention proposes an evaluation dimension suitable for testing the cognitive ability of pilots based on various tasks and scenarios that the tested personnel encounter in flight:
because the pilot needs to memorize the capability of different types (characters, numbers and voice) of information such as an operation manual, system knowledge, standard propaganda, airplane state, flight information, navigation station guidance information and the like, and needs to complete corresponding work according to the memorized content, for example, the flight height of the airplane is adjusted according to the given height of the navigation station. Therefore, the pilot recognizes the need to investigate the memory of the tested person.
Because the pilot needs the ability to operate the airplane, monitor instruments, monitor the external environment of the airplane, navigate communication, monitor alarm signals and other two or more tasks at the same time, for example, the pilot needs to put the airplane form to a designated position during approach landing and communicate with the ground navigation station at the same time. Thus, pilot awareness requires the attention of the tested person.
Because not all emergency handling conditions are written in a manual or trained, the pilot needs to have reasoning capability in the process of finding and solving the fault, for example, the pilot controls the aircraft to be forced to land only through thrust changes of two engines after all hydraulic systems of an aviation accident layer are failed.
The pilot needs to identify his exact position in the air, especially in the absence of avionics assistance, and can identify the general orientation from terrain and compare it to the chart.
The pilot should have the reaction force under the emergency condition to reasonably operate the airplane to guarantee safety, if the pilot listens to the air collision avoidance system for warning, the airplane should be immediately controlled to the proper direction, and if the pilot finds that the speed is less than a threshold value in the process of taking off and running, the runway is invaded, and the taking off should be immediately stopped.
Because a large number of instruments exist in the aircraft, a pilot controls the aircraft to be in a correct course and a correct attitude according to information in the instruments under most conditions, the position (course) on the circumference needs to be quickly judged in the navigation process, the linear scales such as an altitude zone can be quickly estimated, and professional capabilities such as speed estimation capability, estimated arrival time estimation capability, glance capability and the like, and key information in a cockpit can be quickly mastered are needed.
In summary, according to the specific situation that the pilot needs to deal with in the flight mission, it is found that the above six dimensions can more completely cover the cognitive abilities required by the pilot in the working process, and whether the tested person has the potential of the pilot can be judged in advance in the pilot selection process through the measurement of the above six dimensions.
The memory evaluation subsystem is used for evaluating the memory of the tested person. The memory evaluation subsystem comprises a character memory evaluation module, a digital work memory evaluation module, a path memory evaluation module, an audio memory evaluation module, a scene memory evaluation module, a character memory evaluation module, an action memory evaluation module and a post-deduction memory evaluation module.
The character memory evaluation module is configured to: a plurality of (for example, 10) Chinese words appear at the same time and last for a certain time (for example, 40s), after the words disappear, the same number of (for example, 10) different words appear in turn and independently, and whether the words appear before or not is asked to evaluate the word memory ability of the tested person.
The digital memory evaluation module is configured to: a plurality of (for example, 10) multi-digit numbers (for example, three-digit numbers) appear at the same time for a certain time (for example, 40s), the same number of (for example, 10) different multi-digit numbers (for example, three-digit numbers) appear sequentially and independently after the numbers disappear, and whether the multi-digit numbers (for example, three-digit numbers) appear before or not is asked to evaluate the digital memory capacity of the tested person.
The digital working memory evaluation module is configured to: sequentially displaying a plurality of (for example, 2) lighted lattices (for example, nine lattices), displaying numbers in one lighted lattice, and after displaying for a plurality of times (for example, four times), calculating the sum of historical numbers in a certain lattice so as to evaluate the digital work memory capacity of the tested person. An example is shown in fig. 2.
The path memory evaluation module is configured to: in a large square formed by square grids of n times n (n is a natural number larger than 1, for example, 6 times 6), 1 square grid is lightened randomly and then is extinguished quickly (for example, 1 square grid is displayed randomly as red for 0.75s), the process is repeated for multiple times (for example, 3 to 4 times), and positions where the lightened square grid (red square grid) appears in all times are selected to evaluate the path memory capacity of the tested person. Referring to fig. 3, a solid square represents a lighted square.
The audio memory evaluation module is configured to: according to the voice content within a certain number of words (such as 30 words), questions related to the voice content are answered to evaluate the audio memory capacity of the tested person.
The scene memory evaluation module is configured to: displaying a scene picture containing a plurality of (for example, 4) special articles, keeping displaying for a certain time, then disappearing (for example, 4s), answering what article appears at one position (for example, question mark position) after the scene picture disappears, and evaluating the scene memory ability of the tested person.
The character memory evaluation module is configured to: displaying a multi-digit number (such as 5 digits) for a certain time (such as 1.5s), randomly appearing a certain number after the multi-digit number disappears, and judging whether the randomly appeared number appears in the previously displayed multi-digit number (if the randomly appeared number appears, pressing a space key) so as to evaluate the character memory ability of the tested person.
The action memory evaluation module is configured to: displaying four numbers (such as numbers 1,2, 3 and 4 shown in fig. 4) and keeping for a certain time (such as 3s), remembering the direction keys corresponding to the four numbers, and after a key command is sent (such as a command of 'PRESS' appears), sequentially pressing the four direction keys from small to large according to the sequence of the numbers to evaluate the action memory capacity of the tested person.
The post-push memory evaluation module is configured to: displaying a multi-digit number (such as four digits) for a certain time (such as 2s), after the multi-digit number disappears, one digit (such as the 3 rd or 4 th digit) in the multi-digit number reappears, and inputting a digit (such as the 2 nd digit on the left side of the reappeared digit) separated from the reappeared digit so as to evaluate the memory capacity of the person to be tested after the deduction. For example, if 8 reappears in the multiple digits 4786, then 4 would need to be entered.
The attention evaluating subsystem is used for evaluating the attention of the tested person. The attention evaluating subsystem comprises: the system comprises a tracking task and action memory evaluation module, a tracking task and time estimation evaluation module, a tracking task and color reaction evaluation module, a tracking task and sound reaction evaluation module.
The tracking task and action memory evaluation module is configured to: the screen is divided into a left screen and a right screen, wherein the left screen needs to move a cursor by hands to track a moving object (such as a ball) (i.e. a tracking task), and the right screen completes the test of the action memory evaluation module (i.e. action memory) in the previous text.
The tracking task and time estimation evaluation module is configured to: the screen is divided into left and right parts, and the left part needs to track the moving ball by moving the cursor with hands (i.e. tracking task), and the right part presses a designated key (e.g. space key) after a certain number (e.g. number 0) appears and a default set time (e.g. 5 seconds) (i.e. time estimation).
The tracking task and color response evaluation module is configured to: the screen is divided into left and right parts, and the moving ball needs to be tracked by moving a cursor with hands in the left screen (namely tracking task), and corresponding numbers need to be pressed after different colors appear on the right side (for example, "green" is 1, "red" is 2, "yellow" is 3) (namely color reaction).
The tracking task and sound response assessment module is configured to: the screen is divided into left and right parts, and the moving ball needs to be tracked by moving the cursor by hands (namely tracking task) in the left screen, and at the same time, sounds with three different frequencies (for example, sounds with three different frequencies of 550Hz, 650Hz and 750 Hz) can be heard. In the test, the specified key is pressed (e.g. the specified key is required to be pressed by the right hand) when the audible frequency is one of the frequencies (e.g. 650Hz) (i.e. the sound reaction).
The intelligence evaluation subsystem is used for evaluating the intelligence of the tested person. The intelligence evaluation subsystem comprises: the system comprises a four-rule operation module, a digital reasoning module and an image reasoning module.
The four arithmetic modules are configured to: four operations of a plurality of (for example, three) numbers appear on the screen, the final result is a single digit, and the results of the four operations are input after the questions appear, so that the accuracy and the input speed of the results are evaluated.
The digital reasoning module is configured to: and deducing correct answers according with rules according to the existing numbers so as to evaluate the digital reasoning ability of the tested personnel.
The image inference module is configured to: and deducing correct answers according with rules according to the existing images so as to evaluate the image reasoning ability of the tested person.
And the space perception evaluating subsystem is used for evaluating the space perception of the tested personnel. The spatial perceptibility evaluation subsystem comprises a spatial rotation module.
The spatial rotation module is configured to: the images that can be obtained after rotation of the specified three-dimensional image are selected within a certain time (for example, 120 s).
And the reaction force evaluating subsystem is used for evaluating the reaction force of the tested person. The reaction force evaluation subsystem comprises: the device comprises a digital identification module, a digital reaction module, a color reaction module and a sound reaction module.
The digital identification module is configured to: and pressing the corresponding number according to the displayed image after the artistic processing so as to evaluate the number identification capability of the tested person.
The digital reaction module is configured to: the letters or numbers randomly appear on the screen, each time the letters or numbers appear for a certain time (for example, 1s), the space key is immediately pressed when the numbers are seen, and no operation is performed when the letters are seen so as to evaluate the digital reaction capability of the tested person.
The color reaction module is configured to: different colors are displayed on the screen, and corresponding keys (for example, "green" is 1, "red" is 2, "yellow" is 3) are pressed according to the displayed colors so as to evaluate the color reaction capability of the tested person.
The sound reaction module is configured to: the subject hears sounds of different frequencies and presses corresponding keys (e.g., "550 Hz" is 1, "650 Hz" is 2, "750 Hz" is 3) according to the heard pitch to evaluate the voice response ability of the person under test.
And the professional ability evaluating subsystem is used for evaluating the professional ability of the tested person. The professional ability evaluating subsystem comprises: the device comprises an instrument panel estimation module, a scale estimation module, a special shape tracking module, a moving target tracking module, a sweep comparison module, a position identification module, a time estimation module and a speed estimation module.
The instrument panel estimation module is configured to: in the dial, the degrees of a reference scale mark (for example, 0 degrees) and a certain scale mark (e.g., scale mark a shown in fig. 5) are known, and the degree of another scale mark (e.g., scale mark B shown in fig. 5) is determined.
The scale estimation module is configured to: as shown in fig. 6, a bar scale appears on the upper half of the screen, which has 2 scale values marked, and another mark (e.g. triangle mark) points to a certain scale line, and the scale value pointed by the mark (triangle mark) is calculated.
The special shape tracking module is configured to: as shown in fig. 7, a movable object (e.g. a small airplane) and a special curved track appear on the screen, the movable object (small airplane) will move towards the cursor position at a fixed speed, and the person to be tested needs to control the movable object (small airplane) to move along the special curved track in the figure, so that the movable object (small airplane) makes a circle around the special curved track.
The moving target tracking module is configured to: a triangle and a circle appear on the screen, the triangle moves according to a built-in function, and a person to be tested needs to control the circle to move by hands and enables the triangle to be located in the middle of the circle as much as possible.
The glance comparison module is configured to: as shown in fig. 8, two rows of paired patterns appear on the screen, and the person under test needs to compare them, identify a pair of patterns in which the shapes are identical (no rotation is required), and then press the column number of the pair of patterns of the same shape.
The location identification module is configured to: as shown in fig. 9, the person under test views the displayed coordinate system, reads the (x, y) coordinates of the designated cell (e.g., red cell), and inputs the x, y values using the keyboard.
The time estimation module is configured to: a certain number (for example, the number 0) appears on the screen and is accompanied by a disturbing sound (for example, a "drip sound" disturbance), and the person to be tested needs to default for a set period of time (for example, 5s) after the number (the number 0) appears, and then presses a designated key (for example, a space key).
The speed estimation module is configured to: an object (such as a small ball) and a target object (such as a wall) which move linearly at a constant speed appear on the screen, the moving speed is random, the small ball disappears after moving for a distance (1/2 or 2/3), but actually the small ball continues to move at the original speed, and a person to be tested needs to estimate the moment when the small ball reaches the target wall and press a designated key (such as a space key) at the moment.
The overall evaluation subsystem is used for performing overall evaluation on the evaluation results of the memory evaluation subsystem, the attention evaluation subsystem, the intelligence evaluation subsystem, the spatial perception evaluation subsystem, the reaction evaluation subsystem and the professional evaluation subsystem to obtain an overall evaluation value.
Specifically, the overall evaluation subsystem includes: a normalization module and a total evaluation value calculation module.
The evaluation results collected by the overall evaluation subsystem from other subsystems are as follows:
Figure BDA0003545190400000131
Figure BDA0003545190400000141
referring to fig. 10, the normalization module is configured to: according to the test experiment results of other subsystems, the acquisition indexes in the table are respectively normalized, and for the index j, the ith is 1, 2.
Figure BDA0003545190400000142
Wherein xmin,jAnd xmax,jMinimum and maximum values, x, recorded for index jijDenotes the test result, x 'of the test object i index j'ijMeaning that the test results are "normalized" (i.e., the test values are transformed according to a distribution such that the range of values is at [0,1 ]]Within range).
Because the distinguishing capability of different subjects on the cognition of the pilot is different, if the total score is calculated by directly using the normalized result, the influence of each index on the total score is the same, and the subjects with obvious distinguishing effect are ignored to a certain extent. The information entropy uses the concept of thermodynamics to describe the average information content of information excluding redundancy. In order to highlight the question influence with better distinguishing effect, the patent proposes a normalization method for introducing the information entropy, and the calculation formula of the information entropy of the index j is as follows:
Figure BDA0003545190400000143
wherein
Figure BDA0003545190400000151
Represents an index j, the ith record value appears xijK is 1/ln (n) > 0. The normalization result of the introduced information entropy is x ″ij=x′ij·ej
The final score of a test item having an acquisition indicator is converted from its normalized value to a percentile, i.e., the value
Figure BDA0003545190400000152
The final scores of the test questions with two or more acquisition indexes are normalized, then are added and divided by the sum of the corresponding information entropies of the indexes, and then are converted into a percentile system, wherein the percentile system comprises the following formula:
Figure BDA0003545190400000153
wherein x ″)ijThe evaluation score of the test object i after corresponding to the index j is normalized, wherein j is 1,2testAnd evaluating the scores for the test questions.
Similarly, the overall evaluation value calculation module is configured to: calculating the evaluation score in each dimension by the following calculation formula:
Figure BDA0003545190400000154
wherein m is the number of items of the acquisition index in the dimension topic. The airline company can set the score line according to the self demand so as to obtain the pilot which meets the requirement most. And obtaining 6 dimensions, wherein one dimension corresponds to one evaluation score, each dimension is provided with one score line, and the evaluation score of each dimension is not less than the corresponding score line, namely the product is qualified. It can be seen from fig. 10 that the index containing more information entropy will have more important influence on the score.
While, for purposes of simplicity of explanation, the methodologies are shown and described as a series of acts, it is to be understood and appreciated that the methodologies are not limited by the order of acts, as some acts may, in accordance with one or more embodiments, occur in different orders and/or concurrently with other acts from that shown and described herein or not shown and described herein, as would be understood by one skilled in the art.
Those of skill would further appreciate that the various illustrative logical blocks, modules, circuits, and algorithm steps described in connection with the embodiments disclosed herein may be implemented as electronic hardware, computer software, or combinations of both. To clearly illustrate this interchangeability of hardware and software, various illustrative components, blocks, modules, circuits, and steps have been described above generally in terms of their functionality. Whether such functionality is implemented as hardware or software depends upon the particular application and design constraints imposed on the overall system. Skilled artisans may implement the described functionality in varying ways for each particular application, but such implementation decisions should not be interpreted as causing a departure from the scope of the present invention.
The various illustrative logical blocks, modules, and circuits described in connection with the embodiments disclosed herein may be implemented or performed with a general purpose processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other programmable logic device, discrete gate or transistor logic, discrete hardware components, or any combination thereof designed to perform the functions described herein. A general purpose processor may be a microprocessor, but in the alternative, the processor may be any conventional processor, controller, microcontroller, or state machine. A processor may also be implemented as a combination of computing devices, e.g., a combination of a DSP and a microprocessor, a plurality of microprocessors, one or more microprocessors in conjunction with a DSP core, or any other such configuration.
The steps of a method or algorithm described in connection with the embodiments disclosed herein may be embodied directly in hardware, in a software module executed by a processor, or in a combination of the two. A software module may reside in RAM memory, flash memory, ROM memory, EPROM memory, EEPROM memory, registers, hard disk, a removable disk, a CD-ROM, or any other form of storage medium known in the art. An exemplary storage medium is coupled to the processor such the processor can read information from, and write information to, the storage medium. In the alternative, the storage medium may be integral to the processor. The processor and the storage medium may reside in an ASIC. The ASIC may reside in a user terminal. In the alternative, the processor and the storage medium may reside as discrete components in a user terminal.
In one or more exemplary embodiments, the functions described may be implemented in hardware, software, firmware, or any combination thereof. If implemented in software as a computer program product, the functions may be stored on or transmitted over as one or more instructions or code on a computer-readable medium. Computer-readable media includes both computer storage media and communication media including any medium that facilitates transfer of a computer program from one place to another. A storage media may be any available media that can be accessed by a computer. By way of example, and not limitation, such computer-readable media can comprise RAM, ROM, EEPROM, CD-ROM or other optical disk storage, magnetic disk storage or other magnetic storage devices, or any other medium that can be used to carry or store desired program code in the form of instructions or data structures and that can be accessed by a computer. Any connection is properly termed a computer-readable medium. For example, if the software is transmitted from a web site, server, or other remote source using a coaxial cable, fiber optic cable, twisted pair, Digital Subscriber Line (DSL), or wireless technologies such as infrared, radio, and microwave, then the coaxial cable, fiber optic cable, twisted pair, DSL, or wireless technologies such as infrared, radio, and microwave are included in the definition of medium. Disk (disk) and disc (disc), as used herein, includes Compact Disc (CD), laser disc, optical disc, Digital Versatile Disc (DVD), floppy disk and blu-ray disc where disks (disks) usually reproduce data magnetically, while discs (discs) reproduce data optically with lasers. Combinations of the above should also be included within the scope of computer-readable media.
The previous description of the disclosure is provided to enable any person skilled in the art to make or use the disclosure. Various modifications to the disclosure will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other variations without departing from the spirit or scope of the disclosure. Thus, the disclosure is not intended to be limited to the examples and designs described herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.

Claims (8)

1. A pilot cognitive ability evaluation system comprises a memory evaluation subsystem, an attention evaluation subsystem, an intelligence evaluation subsystem, a space perception evaluation subsystem, a reaction evaluation subsystem, a professional ability evaluation subsystem and a total evaluation subsystem, wherein:
the memory evaluation subsystem is used for evaluating the memory of the tested person;
the attention evaluating subsystem is used for evaluating the attention of the tested person;
the intelligence evaluation subsystem is used for evaluating the intelligence of the tested person;
the space perception evaluating subsystem is used for evaluating the space perception of the tested person;
the reaction force evaluating subsystem is used for evaluating the reaction force of the tested personnel;
the professional ability evaluating subsystem is used for measuring the professional ability of the tested person;
the overall evaluation subsystem is used for performing overall evaluation on the evaluation results of the memory evaluation subsystem, the attention evaluation subsystem, the intelligence evaluation subsystem, the spatial perception evaluation subsystem, the reaction evaluation subsystem and the professional evaluation subsystem to obtain an overall evaluation value.
2. The pilot cognitive ability assessment system according to claim 1, wherein the memory assessment subsystem comprises a text memory assessment module, a digital work memory assessment module, a path memory assessment module, an audio memory assessment module, a context memory assessment module, a character memory assessment module, an action memory assessment module, a post-thrust memory assessment module, wherein:
the character memory evaluation module is configured to: a plurality of Chinese words appear simultaneously and last for a certain time, different words with the same number appear sequentially and independently after the characters disappear, and the tested person is asked whether the words appear before or not so as to test the character memory ability of the tested person;
the digital memory evaluation module is configured to: a plurality of multi-digit numbers appear at the same time and last for a certain time, different multi-digit numbers with the same number appear sequentially and independently after the numbers disappear, and the tested person is asked whether the multi-digit numbers appear before so as to evaluate the digital memory capacity of the tested person;
the digital working memory evaluation module is configured to: sequentially displaying a plurality of illuminated multi-grid lattices, displaying numbers in one illuminated lattice, and calculating the sum of historical numbers in a certain lattice after displaying for multiple times so as to evaluate the digital work memory capacity of the tested person;
the path memory evaluation module is configured to: randomly lightening 1 square in a large square formed by n-by-n square grids, then extinguishing the square, repeating the lightening for multiple times, and selecting the positions where the lightened squares appear in all times to evaluate the path memory capacity of the tested person, wherein n is a natural number greater than 1;
the audio memory evaluation module is configured to: according to the voice content within a plurality of words, answering the questions related to the voice content so as to evaluate the audio memory ability of the tested person;
the scene memory evaluation module is configured to: displaying a scene picture containing a plurality of special articles, keeping displaying for a certain time, then disappearing, answering what article appears on one position after the scene picture disappears, and evaluating the scene memory ability of the tested person;
the character memory evaluation module is configured to: displaying a multi-digit number for a certain time, randomly displaying a certain number after the multi-digit number disappears, and judging whether the randomly displayed number appears in the previously displayed multi-digit number or not so as to evaluate the character memory capacity of the tested person;
the action memory evaluation module is configured to: displaying four numbers and keeping for a certain time, remembering direction keys corresponding to the four numbers respectively, and pressing the four direction keys in sequence from small to large after a key instruction is sent out so as to evaluate the action memory capacity of a tested person;
the post-lapse memory evaluation module is configured to: displaying a multi-digit number for a certain time, after the multi-digit number disappears, reappearing one digit of the multi-digit number, and inputting a digit spaced from the reappeared digit to evaluate the memory capacity of the person to be tested after the lapse.
3. The pilot cognitive assessment system according to claim 2, wherein the attentiveness assessment subsystem comprises a tracking task and action memory assessment module, a tracking task and time estimation assessment module, a tracking task and color reaction assessment module, a tracking task and sound reaction assessment module, wherein:
the tracking task and action memory evaluation module is configured to: the screen is divided into two parts, wherein one part needs to track the moving object by moving a cursor by hands, and the other part completes the test of the action memory evaluation module;
the tracking task and time estimation evaluation module is configured to: the screen is divided into two parts, wherein a moving cursor is required to track a moving object in one part, and meanwhile, a designated key is pressed after a certain number appears and the time is set in a default mode, and noise interference is accompanied in the task process;
the tracking task and color response evaluation module is configured to: the screen is divided into two parts, wherein one part needs to track a moving object by moving a cursor by hands, and the other part needs to press corresponding numbers after different colors appear;
the tracking task and sound response assessment module is configured to: the screen is divided into two parts, wherein a moving object is tracked by moving a cursor by hands, sounds with different frequencies can be heard, and a designated key is pressed when the sound frequency heard in the subsequent test is one of the frequencies.
4. The pilot cognitive ability assessment system according to claim 1, wherein the intellectual evaluation subsystem comprises a four fundamental operations module, a digital reasoning module, and an image reasoning module, wherein:
the four arithmetic modules are configured to: four arithmetic operations of a plurality of numbers appear on a screen, the final result is a single digit, and the results of the four arithmetic operations are input after the questions appear so as to evaluate the accuracy and the input speed of the results;
the digital reasoning module is configured to: deducing correct answers according with rules according to the existing numbers so as to evaluate the digital reasoning ability of the tested personnel;
the image inference module is configured to: and deducing correct answers according with rules according to the existing images so as to evaluate the image reasoning ability of the tested personnel.
5. The pilot cognitive ability assessment system according to claim 1, wherein the spatial awareness assessment subsystem comprises a spatial rotation module, wherein:
the spatial rotation module is configured to: and selecting the images which can be obtained by the rotation of the specified three-dimensional images within a certain time.
6. The pilot cognitive ability assessment system according to claim 1, wherein the reaction force assessment subsystem comprises a digital identification module, a digital reaction module, a color reaction module, a sound reaction module, wherein:
the digital identification module is configured to: pressing down a corresponding number according to the displayed image after the artistic processing so as to evaluate the number identification capability of the tested person;
the digital reaction module is configured to: randomly generating letters or numbers on a screen, wherein each time a certain time length is generated, immediately pressing a space key when the numbers are seen, and not performing any operation when the letters are seen so as to evaluate the number reaction capability of a person to be tested;
the color reaction module is configured to: displaying different colors on the screen, and pressing corresponding keys according to the displayed colors to evaluate the color reaction capability of the tested personnel;
the sound reaction module is configured to: the tested person hears the sounds with different frequencies, and presses the corresponding key according to the heard pitch so as to evaluate the sound reaction capability of the tested person.
7. The pilot cognitive ability assessment system according to claim 1, wherein the expertise evaluation subsystem comprises a dashboard estimation module, a scale estimation module, a special shape tracking module, a moving object tracking module, a sweep comparison module, a location identification module, a time estimation module, and a velocity estimation module, wherein:
the instrument panel estimation module is configured to: in the dial, the reference scale mark and the degree of a certain scale mark are known, and the degree of another scale mark is judged;
the scale estimation module is configured to: a bar-shaped graduated scale appears on the screen, 2 scale values are marked, another mark points to a certain scale line, and the scale value pointed by the mark is calculated;
the special shape tracking module is configured to: a movable object and a special curve track appear on the screen, the movable object can move forward to the cursor position at a fixed speed, and a person to be tested needs to control the movable object to move along the special curve track, so that the movable object can make a circle around the special curve track;
the moving target tracking module is configured to: a triangle and a circle appear on the screen, the triangle moves according to a built-in function, and a person to be tested needs to control the circle to move by hands and enables the triangle to be positioned in the middle of the circle;
the glance comparison module is configured to: two rows of paired graphs appear on the screen, the tested personnel need to compare the graphs, identify a pair of graphs with the same shape, and then press the column number of the pair of graphs with the same shape;
the location identification module is configured to: observing the displayed coordinate system by the tested person, reading the coordinates of the specified cell and inputting the coordinate values;
the time estimation module is configured to: a certain number appears on a screen and is accompanied by interference sound, when the number appears, a tested person needs to default to set the duration, and then presses a designated key;
the speed estimation module is configured to: an object and a target object which move linearly at a constant speed appear on a screen, the moving speed of the object is random, the object disappears after moving for a certain distance, but actually the object continues to move at the original speed, and a person to be tested needs to estimate the time when a small ball reaches a target wall and presses a designated key at the time.
8. The pilot cognitive ability assessment system according to claim 1, wherein the overall assessment subsystem comprises a normalization module, an overall assessment computation module, wherein:
the normalization module is configured to: respectively normalizing the acquisition indexes in each subsystem according to test experiment results of other subsystems, and introducing the information entropy of index measurement data into the normalized results, wherein the test subject with one acquisition index is finally scored as a percentage value converted from the normalized results of the introduced information entropy, and the test subjects with two or more acquisition indexes are finally scored as percentage values obtained by adding the normalized results of the introduced information entropy and dividing the sum of the information entropies of the indexes by the percentage value converted again;
the overall evaluation value calculation module is configured to: and calculating evaluation scores in all dimensions, wherein the evaluation score of each dimension is a percentage value obtained by adding normalized results of introducing information entropy into the dimension measurement indexes, dividing the sum of the information entropies of all indexes of the collected index number and converting.
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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115458153A (en) * 2022-08-29 2022-12-09 北京津发科技股份有限公司 Method, system and storage medium for evaluating and training personal situational awareness
CN116172561A (en) * 2023-04-20 2023-05-30 浙江强脑科技有限公司 Reactive training evaluation method and device, terminal equipment and storage medium

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115458153A (en) * 2022-08-29 2022-12-09 北京津发科技股份有限公司 Method, system and storage medium for evaluating and training personal situational awareness
CN116172561A (en) * 2023-04-20 2023-05-30 浙江强脑科技有限公司 Reactive training evaluation method and device, terminal equipment and storage medium
CN116172561B (en) * 2023-04-20 2023-08-29 浙江强脑科技有限公司 Reactive training evaluation method and device, terminal equipment and storage medium

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